Dataset statistics
| Number of variables | 27 |
|---|---|
| Number of observations | 99343 |
| Missing cells | 178495 |
| Missing cells (%) | 6.7% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 12.3 MiB |
| Average record size in memory | 130.0 B |
Variable types
| Categorical | 19 |
|---|---|
| Numeric | 8 |
diag_1 has a high cardinality: 715 distinct values | High cardinality |
diag_2 has a high cardinality: 747 distinct values | High cardinality |
diag_3 has a high cardinality: 786 distinct values | High cardinality |
admission_type_id is highly overall correlated with Admission_Source | High correlation |
max_glu_serum is highly overall correlated with Thiazolidinediones and 2 other fields | High correlation |
A1Cresult is highly overall correlated with Sulfonylureas | High correlation |
change is highly overall correlated with diabetesMed and 1 other fields | High correlation |
diabetesMed is highly overall correlated with change and 1 other fields | High correlation |
Thiazolidinediones is highly overall correlated with max_glu_serum and 1 other fields | High correlation |
Sulfonylureas is highly overall correlated with max_glu_serum and 1 other fields | High correlation |
Metformin is highly overall correlated with max_glu_serum and 1 other fields | High correlation |
Insulin is highly overall correlated with change and 1 other fields | High correlation |
Admission_Source is highly overall correlated with admission_type_id | High correlation |
discharge_disposition_id is highly imbalanced (55.0%) | Imbalance |
Meglitinides is highly imbalanced (89.8%) | Imbalance |
Thiazolidinediones is highly imbalanced (> 99.9%) | Imbalance |
Sulfonylureas is highly imbalanced (> 99.9%) | Imbalance |
AG_Inhibitors is highly imbalanced (94.8%) | Imbalance |
Metformin is highly imbalanced (> 99.9%) | Imbalance |
diag_3 has 1419 (1.4%) missing values | Missing |
max_glu_serum has 94191 (94.8%) missing values | Missing |
A1Cresult has 82509 (83.1%) missing values | Missing |
number_emergency is highly skewed (γ1 = 22.84877954) | Skewed |
num_procedures has 45679 (46.0%) zeros | Zeros |
number_outpatient has 82994 (83.5%) zeros | Zeros |
number_emergency has 88249 (88.8%) zeros | Zeros |
number_inpatient has 66245 (66.7%) zeros | Zeros |
Reproduction
| Analysis started | 2023-11-05 16:13:26.461469 |
|---|---|
| Analysis finished | 2023-11-05 16:13:45.986448 |
| Duration | 19.52 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
gender
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.9 MiB |
| Female | |
|---|---|
| Male | |
| Missing | 3 |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 5.0762409 |
| Min length | 4 |
Characters and Unicode
| Total characters | 504289 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Female |
|---|---|
| 2nd row | Female |
| 3rd row | Female |
| 4th row | Male |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Female | 53454 | |
| Male | 45886 | |
| Missing | 3 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| female | 53454 | |
| male | 45886 | |
| missing | 3 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 152794 | |
| a | 99340 | |
| l | 99340 | |
| F | 53454 | 10.6% |
| m | 53454 | 10.6% |
| M | 45889 | 9.1% |
| i | 6 | < 0.1% |
| s | 6 | < 0.1% |
| n | 3 | < 0.1% |
| g | 3 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 404946 | |
| Uppercase Letter | 99343 | 19.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 152794 | |
| a | 99340 | |
| l | 99340 | |
| m | 53454 | 13.2% |
| i | 6 | < 0.1% |
| s | 6 | < 0.1% |
| n | 3 | < 0.1% |
| g | 3 | < 0.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 53454 | |
| M | 45889 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 504289 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 152794 | |
| a | 99340 | |
| l | 99340 | |
| F | 53454 | 10.6% |
| m | 53454 | 10.6% |
| M | 45889 | 9.1% |
| i | 6 | < 0.1% |
| s | 6 | < 0.1% |
| n | 3 | < 0.1% |
| g | 3 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 504289 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 152794 | |
| a | 99340 | |
| l | 99340 | |
| F | 53454 | 10.6% |
| m | 53454 | 10.6% |
| M | 45889 | 9.1% |
| i | 6 | < 0.1% |
| s | 6 | < 0.1% |
| n | 3 | < 0.1% |
| g | 3 | < 0.1% |
age
Categorical
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.9 MiB |
| [70-80) | |
|---|---|
| [60-70) | |
| [50-60) | |
| [80-90) | |
| [40-50) | |
| Other values (5) |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 7.0244506 |
| Min length | 6 |
Characters and Unicode
| Total characters | 697830 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 4 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | [0-10) |
|---|---|
| 2nd row | [10-20) |
| 3rd row | [20-30) |
| 4th row | [30-40) |
| 5th row | [40-50) |
Common Values
| Value | Count | Frequency (%) |
| [70-80) | 25331 | |
| [60-70) | 22059 | |
| [50-60) | 17060 | |
| [80-90) | 16434 | |
| [40-50) | 9607 | 9.7% |
| [30-40) | 3764 | 3.8% |
| [90-100) | 2589 | 2.6% |
| [20-30) | 1649 | 1.7% |
| [10-20) | 690 | 0.7% |
| [0-10) | 160 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 70-80 | 25331 | |
| 60-70 | 22059 | |
| 50-60 | 17060 | |
| 80-90 | 16434 | |
| 40-50 | 9607 | 9.7% |
| 30-40 | 3764 | 3.8% |
| 90-100 | 2589 | 2.6% |
| 20-30 | 1649 | 1.7% |
| 10-20 | 690 | 0.7% |
| 0-10 | 160 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 201275 | |
| [ | 99343 | |
| - | 99343 | |
| ) | 99343 | |
| 7 | 47390 | 6.8% |
| 8 | 41765 | 6.0% |
| 6 | 39119 | 5.6% |
| 5 | 26667 | 3.8% |
| 9 | 19023 | 2.7% |
| 4 | 13371 | 1.9% |
| Other values (3) | 11191 | 1.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 399801 | |
| Open Punctuation | 99343 | 14.2% |
| Dash Punctuation | 99343 | 14.2% |
| Close Punctuation | 99343 | 14.2% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 201275 | |
| 7 | 47390 | 11.9% |
| 8 | 41765 | 10.4% |
| 6 | 39119 | 9.8% |
| 5 | 26667 | 6.7% |
| 9 | 19023 | 4.8% |
| 4 | 13371 | 3.3% |
| 3 | 5413 | 1.4% |
| 1 | 3439 | 0.9% |
| 2 | 2339 | 0.6% |
Open Punctuation
| Value | Count | Frequency (%) |
| [ | 99343 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 99343 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 99343 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 697830 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 201275 | |
| [ | 99343 | |
| - | 99343 | |
| ) | 99343 | |
| 7 | 47390 | 6.8% |
| 8 | 41765 | 6.0% |
| 6 | 39119 | 5.6% |
| 5 | 26667 | 3.8% |
| 9 | 19023 | 2.7% |
| 4 | 13371 | 1.9% |
| Other values (3) | 11191 | 1.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 697830 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 201275 | |
| [ | 99343 | |
| - | 99343 | |
| ) | 99343 | |
| 7 | 47390 | 6.8% |
| 8 | 41765 | 6.0% |
| 6 | 39119 | 5.6% |
| 5 | 26667 | 3.8% |
| 9 | 19023 | 2.7% |
| 4 | 13371 | 1.9% |
| Other values (3) | 11191 | 1.6% |
admission_type_id
Categorical
HIGH CORRELATION 
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.9 MiB |
| Emergency | |
|---|---|
| Elective | |
| Urgent | |
| Missing | |
| Trauma Centre | 18 |
Length
| Max length | 13 |
|---|---|
| Median length | 9 |
| Mean length | 8.0608297 |
| Min length | 6 |
Characters and Unicode
| Total characters | 800787 |
|---|---|
| Distinct characters | 20 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Missing |
|---|---|
| 2nd row | Emergency |
| 3rd row | Emergency |
| 4th row | Emergency |
| 5th row | Emergency |
Common Values
| Value | Count | Frequency (%) |
| Emergency | 52371 | |
| Elective | 18668 | 18.8% |
| Urgent | 18132 | 18.3% |
| Missing | 10154 | 10.2% |
| Trauma Centre | 18 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| emergency | 52371 | |
| elective | 18668 | 18.8% |
| urgent | 18132 | 18.2% |
| missing | 10154 | 10.2% |
| trauma | 18 | < 0.1% |
| centre | 18 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 160246 | |
| n | 80675 | |
| g | 80657 | |
| E | 71039 | |
| c | 71039 | |
| r | 70539 | |
| m | 52389 | 6.5% |
| y | 52371 | 6.5% |
| i | 38976 | 4.9% |
| t | 36818 | 4.6% |
| Other values (10) | 86038 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 701408 | |
| Uppercase Letter | 99361 | 12.4% |
| Space Separator | 18 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 160246 | |
| n | 80675 | |
| g | 80657 | |
| c | 71039 | |
| r | 70539 | |
| m | 52389 | 7.5% |
| y | 52371 | 7.5% |
| i | 38976 | 5.6% |
| t | 36818 | 5.2% |
| s | 20308 | 2.9% |
| Other values (4) | 37390 | 5.3% |
Uppercase Letter
| Value | Count | Frequency (%) |
| E | 71039 | |
| U | 18132 | 18.2% |
| M | 10154 | 10.2% |
| T | 18 | < 0.1% |
| C | 18 | < 0.1% |
Space Separator
| Value | Count | Frequency (%) |
| 18 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 800769 | |
| Common | 18 | < 0.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 160246 | |
| n | 80675 | |
| g | 80657 | |
| E | 71039 | |
| c | 71039 | |
| r | 70539 | |
| m | 52389 | 6.5% |
| y | 52371 | 6.5% |
| i | 38976 | 4.9% |
| t | 36818 | 4.6% |
| Other values (9) | 86020 |
Common
| Value | Count | Frequency (%) |
| 18 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 800787 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 160246 | |
| n | 80675 | |
| g | 80657 | |
| E | 71039 | |
| c | 71039 | |
| r | 70539 | |
| m | 52389 | 6.5% |
| y | 52371 | 6.5% |
| i | 38976 | 4.9% |
| t | 36818 | 4.6% |
| Other values (10) | 86038 |
discharge_disposition_id
Categorical
IMBALANCE 
| Distinct | 19 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.9 MiB |
| 1 | |
|---|---|
| 3 | |
| 6 | |
| 999 | 4686 |
| 2 | 2128 |
| Other values (14) | 5439 |
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.1213976 |
| Min length | 1 |
Characters and Unicode
| Total characters | 111403 |
|---|---|
| Distinct characters | 9 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 999 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 60234 | |
| 3 | 13954 | 14.0% |
| 6 | 12902 | 13.0% |
| 999 | 4686 | 4.7% |
| 2 | 2128 | 2.1% |
| 22 | 1993 | 2.0% |
| 5 | 1184 | 1.2% |
| 4 | 815 | 0.8% |
| 7 | 623 | 0.6% |
| 23 | 412 | 0.4% |
| Other values (9) | 412 | 0.4% |
Length
| Value | Count | Frequency (%) |
| 1 | 60234 | |
| 3 | 13954 | 14.0% |
| 6 | 12902 | 13.0% |
| 999 | 4686 | 4.7% |
| 2 | 2128 | 2.1% |
| 22 | 1993 | 2.0% |
| 5 | 1184 | 1.2% |
| 4 | 815 | 0.8% |
| 7 | 623 | 0.6% |
| 23 | 412 | 0.4% |
| Other values (9) | 412 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 60325 | |
| 3 | 14366 | 12.9% |
| 9 | 14079 | 12.6% |
| 6 | 12913 | 11.6% |
| 2 | 6721 | 6.0% |
| 5 | 1247 | 1.1% |
| 4 | 863 | 0.8% |
| 7 | 642 | 0.6% |
| 8 | 247 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 111403 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 60325 | |
| 3 | 14366 | 12.9% |
| 9 | 14079 | 12.6% |
| 6 | 12913 | 11.6% |
| 2 | 6721 | 6.0% |
| 5 | 1247 | 1.1% |
| 4 | 863 | 0.8% |
| 7 | 642 | 0.6% |
| 8 | 247 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 111403 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 60325 | |
| 3 | 14366 | 12.9% |
| 9 | 14079 | 12.6% |
| 6 | 12913 | 11.6% |
| 2 | 6721 | 6.0% |
| 5 | 1247 | 1.1% |
| 4 | 863 | 0.8% |
| 7 | 642 | 0.6% |
| 8 | 247 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 111403 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 60325 | |
| 3 | 14366 | 12.9% |
| 9 | 14079 | 12.6% |
| 6 | 12913 | 11.6% |
| 2 | 6721 | 6.0% |
| 5 | 1247 | 1.1% |
| 4 | 863 | 0.8% |
| 7 | 642 | 0.6% |
| 8 | 247 | 0.2% |
time_in_hospital
Real number (ℝ)
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.3793322 |
| Minimum | 1 |
|---|---|
| Maximum | 14 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.5 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 11 |
| Maximum | 14 |
| Range | 13 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.968409 |
|---|---|
| Coefficient of variation (CV) | 0.67782229 |
| Kurtosis | 0.88755278 |
| Mean | 4.3793322 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.1418204 |
| Sum | 435056 |
| Variance | 8.8114518 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 17432 | |
| 2 | 16891 | |
| 1 | 13824 | |
| 4 | 13684 | |
| 5 | 9749 | |
| 6 | 7355 | |
| 7 | 5696 | 5.7% |
| 8 | 4271 | 4.3% |
| 9 | 2879 | 2.9% |
| 10 | 2262 | 2.3% |
| Other values (4) | 5300 | 5.3% |
| Value | Count | Frequency (%) |
| 1 | 13824 | |
| 2 | 16891 | |
| 3 | 17432 | |
| 4 | 13684 | |
| 5 | 9749 | |
| 6 | 7355 | |
| 7 | 5696 | 5.7% |
| 8 | 4271 | 4.3% |
| 9 | 2879 | 2.9% |
| 10 | 2262 | 2.3% |
| Value | Count | Frequency (%) |
| 14 | 995 | 1.0% |
| 13 | 1152 | 1.2% |
| 12 | 1383 | 1.4% |
| 11 | 1770 | 1.8% |
| 10 | 2262 | 2.3% |
| 9 | 2879 | 2.9% |
| 8 | 4271 | |
| 7 | 5696 | |
| 6 | 7355 | |
| 5 | 9749 |
num_lab_procedures
Real number (ℝ)
| Distinct | 118 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 42.906929 |
| Minimum | 1 |
|---|---|
| Maximum | 132 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.5 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 31 |
| median | 44 |
| Q3 | 57 |
| 95-th percentile | 73 |
| Maximum | 132 |
| Range | 131 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 19.610032 |
|---|---|
| Coefficient of variation (CV) | 0.45703649 |
| Kurtosis | -0.25299214 |
| Mean | 42.906929 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.24153505 |
| Sum | 4262503 |
| Variance | 384.55336 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 3153 | 3.2% |
| 43 | 2752 | 2.8% |
| 44 | 2447 | 2.5% |
| 45 | 2331 | 2.3% |
| 38 | 2180 | 2.2% |
| 40 | 2163 | 2.2% |
| 46 | 2142 | 2.2% |
| 41 | 2082 | 2.1% |
| 42 | 2066 | 2.1% |
| 39 | 2061 | 2.1% |
| Other values (108) | 75966 |
| Value | Count | Frequency (%) |
| 1 | 3153 | |
| 2 | 1089 | 1.1% |
| 3 | 662 | 0.7% |
| 4 | 377 | 0.4% |
| 5 | 285 | 0.3% |
| 6 | 278 | 0.3% |
| 7 | 321 | 0.3% |
| 8 | 361 | 0.4% |
| 9 | 923 | 0.9% |
| 10 | 828 | 0.8% |
| Value | Count | Frequency (%) |
| 132 | 1 | < 0.1% |
| 129 | 1 | < 0.1% |
| 126 | 1 | < 0.1% |
| 121 | 1 | < 0.1% |
| 120 | 1 | < 0.1% |
| 118 | 1 | < 0.1% |
| 114 | 1 | < 0.1% |
| 113 | 3 | |
| 111 | 2 | |
| 109 | 3 |
num_procedures
Real number (ℝ)
ZEROS 
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.3342359 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 45679 |
| Zeros (%) | 46.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.5 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 5 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.7027856 |
|---|---|
| Coefficient of variation (CV) | 1.2762253 |
| Kurtosis | 0.87667601 |
| Mean | 1.3342359 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.3221628 |
| Sum | 132547 |
| Variance | 2.8994789 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 45679 | |
| 1 | 20250 | |
| 2 | 12373 | 12.5% |
| 3 | 9203 | 9.3% |
| 6 | 4801 | 4.8% |
| 4 | 4049 | 4.1% |
| 5 | 2988 | 3.0% |
| Value | Count | Frequency (%) |
| 0 | 45679 | |
| 1 | 20250 | |
| 2 | 12373 | 12.5% |
| 3 | 9203 | 9.3% |
| 4 | 4049 | 4.1% |
| 5 | 2988 | 3.0% |
| 6 | 4801 | 4.8% |
| Value | Count | Frequency (%) |
| 6 | 4801 | 4.8% |
| 5 | 2988 | 3.0% |
| 4 | 4049 | 4.1% |
| 3 | 9203 | 9.3% |
| 2 | 12373 | 12.5% |
| 1 | 20250 | |
| 0 | 45679 |
num_medications
Real number (ℝ)
| Distinct | 75 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.979062 |
| Minimum | 1 |
|---|---|
| Maximum | 81 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.5 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 10 |
| median | 15 |
| Q3 | 20 |
| 95-th percentile | 31 |
| Maximum | 81 |
| Range | 80 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 8.0949093 |
|---|---|
| Coefficient of variation (CV) | 0.50659476 |
| Kurtosis | 3.5330492 |
| Mean | 15.979062 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 1.3353622 |
| Sum | 1587408 |
| Variance | 65.527556 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 13 | 5976 | 6.0% |
| 12 | 5888 | 5.9% |
| 11 | 5696 | 5.7% |
| 15 | 5694 | 5.7% |
| 14 | 5592 | 5.6% |
| 16 | 5324 | 5.4% |
| 10 | 5245 | 5.3% |
| 9 | 4830 | 4.9% |
| 17 | 4801 | 4.8% |
| 18 | 4405 | 4.4% |
| Other values (65) | 45892 |
| Value | Count | Frequency (%) |
| 1 | 260 | 0.3% |
| 2 | 457 | 0.5% |
| 3 | 874 | 0.9% |
| 4 | 1383 | 1.4% |
| 5 | 1964 | 2.0% |
| 6 | 2634 | |
| 7 | 3421 | |
| 8 | 4244 | |
| 9 | 4830 | |
| 10 | 5245 |
| Value | Count | Frequency (%) |
| 81 | 1 | < 0.1% |
| 79 | 1 | < 0.1% |
| 75 | 2 | < 0.1% |
| 74 | 1 | < 0.1% |
| 72 | 3 | |
| 70 | 2 | < 0.1% |
| 69 | 5 | |
| 68 | 7 | |
| 67 | 7 | |
| 66 | 5 |
number_outpatient
Real number (ℝ)
ZEROS 
| Distinct | 39 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.36924595 |
| Minimum | 0 |
|---|---|
| Maximum | 42 |
| Zeros | 82994 |
| Zeros (%) | 83.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.5 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 42 |
| Range | 42 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.2651423 |
|---|---|
| Coefficient of variation (CV) | 3.4262862 |
| Kurtosis | 149.04706 |
| Mean | 0.36924595 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 8.8396687 |
| Sum | 36682 |
| Variance | 1.6005851 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 82994 | |
| 1 | 8349 | 8.4% |
| 2 | 3509 | 3.5% |
| 3 | 1997 | 2.0% |
| 4 | 1077 | 1.1% |
| 5 | 514 | 0.5% |
| 6 | 294 | 0.3% |
| 7 | 154 | 0.2% |
| 8 | 96 | 0.1% |
| 9 | 82 | 0.1% |
| Other values (29) | 277 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 82994 | |
| 1 | 8349 | 8.4% |
| 2 | 3509 | 3.5% |
| 3 | 1997 | 2.0% |
| 4 | 1077 | 1.1% |
| 5 | 514 | 0.5% |
| 6 | 294 | 0.3% |
| 7 | 154 | 0.2% |
| 8 | 96 | 0.1% |
| 9 | 82 | 0.1% |
| Value | Count | Frequency (%) |
| 42 | 1 | |
| 40 | 1 | |
| 39 | 1 | |
| 38 | 1 | |
| 37 | 1 | |
| 36 | 2 | |
| 35 | 2 | |
| 34 | 1 | |
| 33 | 2 | |
| 29 | 2 |
number_emergency
Real number (ℝ)
SKEWED  ZEROS 
| Distinct | 33 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.19844378 |
| Minimum | 0 |
|---|---|
| Maximum | 76 |
| Zeros | 88249 |
| Zeros (%) | 88.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.5 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 76 |
| Range | 76 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.93773391 |
|---|---|
| Coefficient of variation (CV) | 4.7254388 |
| Kurtosis | 1183.2035 |
| Mean | 0.19844378 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 22.84878 |
| Sum | 19714 |
| Variance | 0.87934488 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 88249 | |
| 1 | 7474 | 7.5% |
| 2 | 1984 | 2.0% |
| 3 | 706 | 0.7% |
| 4 | 369 | 0.4% |
| 5 | 190 | 0.2% |
| 6 | 93 | 0.1% |
| 7 | 72 | 0.1% |
| 8 | 50 | 0.1% |
| 10 | 34 | < 0.1% |
| Other values (23) | 122 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 88249 | |
| 1 | 7474 | 7.5% |
| 2 | 1984 | 2.0% |
| 3 | 706 | 0.7% |
| 4 | 369 | 0.4% |
| 5 | 190 | 0.2% |
| 6 | 93 | 0.1% |
| 7 | 72 | 0.1% |
| 8 | 50 | 0.1% |
| 9 | 33 | < 0.1% |
| Value | Count | Frequency (%) |
| 76 | 1 | |
| 64 | 1 | |
| 63 | 1 | |
| 54 | 1 | |
| 46 | 1 | |
| 42 | 1 | |
| 37 | 1 | |
| 29 | 1 | |
| 28 | 1 | |
| 25 | 2 |
number_inpatient
Real number (ℝ)
ZEROS 
| Distinct | 21 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.63093524 |
| Minimum | 0 |
|---|---|
| Maximum | 21 |
| Zeros | 66245 |
| Zeros (%) | 66.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.5 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 21 |
| Range | 21 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.2604283 |
|---|---|
| Coefficient of variation (CV) | 1.9977143 |
| Kurtosis | 20.913218 |
| Mean | 0.63093524 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.6334201 |
| Sum | 62679 |
| Variance | 1.5886796 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 66245 | |
| 1 | 18984 | 19.1% |
| 2 | 7300 | 7.3% |
| 3 | 3271 | 3.3% |
| 4 | 1574 | 1.6% |
| 5 | 791 | 0.8% |
| 6 | 474 | 0.5% |
| 7 | 262 | 0.3% |
| 8 | 145 | 0.1% |
| 9 | 109 | 0.1% |
| Other values (11) | 188 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 66245 | |
| 1 | 18984 | 19.1% |
| 2 | 7300 | 7.3% |
| 3 | 3271 | 3.3% |
| 4 | 1574 | 1.6% |
| 5 | 791 | 0.8% |
| 6 | 474 | 0.5% |
| 7 | 262 | 0.3% |
| 8 | 145 | 0.1% |
| 9 | 109 | 0.1% |
| Value | Count | Frequency (%) |
| 21 | 1 | < 0.1% |
| 19 | 2 | < 0.1% |
| 18 | 1 | < 0.1% |
| 17 | 1 | < 0.1% |
| 16 | 6 | < 0.1% |
| 15 | 9 | < 0.1% |
| 14 | 10 | < 0.1% |
| 13 | 18 | < 0.1% |
| 12 | 32 | |
| 11 | 49 |
diag_1
Categorical
HIGH CARDINALITY 
| Distinct | 715 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 20 |
| Missing (%) | < 0.1% |
| Memory size | 3.0 MiB |
| 428 | 6663 |
|---|---|
| 414 | 6550 |
| 786 | 4015 |
| 410 | 3448 |
| 486 | 3383 |
| Other values (710) |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 3.1799482 |
| Min length | 1 |
Characters and Unicode
| Total characters | 315842 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 84 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | 250.83 |
|---|---|
| 2nd row | 276 |
| 3rd row | 648 |
| 4th row | 8 |
| 5th row | 197 |
Common Values
| Value | Count | Frequency (%) |
| 428 | 6663 | 6.7% |
| 414 | 6550 | 6.6% |
| 786 | 4015 | 4.0% |
| 410 | 3448 | 3.5% |
| 486 | 3383 | 3.4% |
| 427 | 2720 | 2.7% |
| 491 | 2240 | 2.3% |
| 715 | 2147 | 2.2% |
| 682 | 2029 | 2.0% |
| 780 | 2004 | 2.0% |
| Other values (705) | 64124 |
Length
| Value | Count | Frequency (%) |
| 428 | 6663 | 6.7% |
| 414 | 6550 | 6.6% |
| 786 | 4015 | 4.0% |
| 410 | 3448 | 3.5% |
| 486 | 3383 | 3.4% |
| 427 | 2720 | 2.7% |
| 491 | 2240 | 2.3% |
| 715 | 2147 | 2.2% |
| 682 | 2029 | 2.0% |
| 780 | 2004 | 2.0% |
| Other values (705) | 64124 |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 54208 | |
| 2 | 39161 | |
| 8 | 36879 | |
| 5 | 36244 | |
| 7 | 28152 | |
| 1 | 27218 | |
| 0 | 24430 | |
| 6 | 22832 | |
| 9 | 19605 | 6.2% |
| 3 | 17054 | 5.4% |
| Other values (3) | 10059 | 3.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 305783 | |
| Other Punctuation | 8426 | 2.7% |
| Uppercase Letter | 1633 | 0.5% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 54208 | |
| 2 | 39161 | |
| 8 | 36879 | |
| 5 | 36244 | |
| 7 | 28152 | |
| 1 | 27218 | |
| 0 | 24430 | |
| 6 | 22832 | |
| 9 | 19605 | 6.4% |
| 3 | 17054 | 5.6% |
Uppercase Letter
| Value | Count | Frequency (%) |
| V | 1632 | |
| E | 1 | 0.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 8426 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 314209 | |
| Latin | 1633 | 0.5% |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 4 | 54208 | |
| 2 | 39161 | |
| 8 | 36879 | |
| 5 | 36244 | |
| 7 | 28152 | |
| 1 | 27218 | |
| 0 | 24430 | |
| 6 | 22832 | |
| 9 | 19605 | 6.2% |
| 3 | 17054 | 5.4% |
Latin
| Value | Count | Frequency (%) |
| V | 1632 | |
| E | 1 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 315842 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 4 | 54208 | |
| 2 | 39161 | |
| 8 | 36879 | |
| 5 | 36244 | |
| 7 | 28152 | |
| 1 | 27218 | |
| 0 | 24430 | |
| 6 | 22832 | |
| 9 | 19605 | 6.2% |
| 3 | 17054 | 5.4% |
| Other values (3) | 10059 | 3.2% |
diag_2
Categorical
HIGH CARDINALITY 
| Distinct | 747 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 356 |
| Missing (%) | 0.4% |
| Memory size | 3.0 MiB |
| 276 | 6589 |
|---|---|
| 428 | 6459 |
| 250 | 6051 |
| 427 | 4892 |
| 401 | 3722 |
| Other values (742) |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 3.1768313 |
| Min length | 1 |
Characters and Unicode
| Total characters | 314465 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 125 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | 250.01 |
|---|---|
| 2nd row | 250 |
| 3rd row | 250.43 |
| 4th row | 157 |
| 5th row | 411 |
Common Values
| Value | Count | Frequency (%) |
| 276 | 6589 | 6.6% |
| 428 | 6459 | 6.5% |
| 250 | 6051 | 6.1% |
| 427 | 4892 | 4.9% |
| 401 | 3722 | 3.7% |
| 496 | 3246 | 3.3% |
| 599 | 3212 | 3.2% |
| 403 | 2743 | 2.8% |
| 414 | 2642 | 2.7% |
| 411 | 2551 | 2.6% |
| Other values (737) | 56880 |
Length
| Value | Count | Frequency (%) |
| 276 | 6589 | 6.7% |
| 428 | 6459 | 6.5% |
| 250 | 6051 | 6.1% |
| 427 | 4892 | 4.9% |
| 401 | 3722 | 3.8% |
| 496 | 3246 | 3.3% |
| 599 | 3212 | 3.2% |
| 403 | 2743 | 2.8% |
| 414 | 2642 | 2.7% |
| 411 | 2551 | 2.6% |
| Other values (737) | 56880 |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 49980 | |
| 2 | 48832 | |
| 5 | 37253 | |
| 0 | 33564 | |
| 7 | 27900 | |
| 8 | 27699 | |
| 1 | 25444 | |
| 9 | 21322 | |
| 6 | 19505 | 6.2% |
| 3 | 13798 | 4.4% |
| Other values (3) | 9168 | 2.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 305297 | |
| Other Punctuation | 6654 | 2.1% |
| Uppercase Letter | 2514 | 0.8% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 49980 | |
| 2 | 48832 | |
| 5 | 37253 | |
| 0 | 33564 | |
| 7 | 27900 | |
| 8 | 27699 | |
| 1 | 25444 | |
| 9 | 21322 | |
| 6 | 19505 | 6.4% |
| 3 | 13798 | 4.5% |
Uppercase Letter
| Value | Count | Frequency (%) |
| V | 1787 | |
| E | 727 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 6654 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 311951 | |
| Latin | 2514 | 0.8% |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 4 | 49980 | |
| 2 | 48832 | |
| 5 | 37253 | |
| 0 | 33564 | |
| 7 | 27900 | |
| 8 | 27699 | |
| 1 | 25444 | |
| 9 | 21322 | |
| 6 | 19505 | 6.3% |
| 3 | 13798 | 4.4% |
Latin
| Value | Count | Frequency (%) |
| V | 1787 | |
| E | 727 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 314465 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 4 | 49980 | |
| 2 | 48832 | |
| 5 | 37253 | |
| 0 | 33564 | |
| 7 | 27900 | |
| 8 | 27699 | |
| 1 | 25444 | |
| 9 | 21322 | |
| 6 | 19505 | 6.2% |
| 3 | 13798 | 4.4% |
| Other values (3) | 9168 | 2.9% |
diag_3
Categorical
HIGH CARDINALITY  MISSING 
| Distinct | 786 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 1419 |
| Missing (%) | 1.4% |
| Memory size | 3.0 MiB |
| 250 | |
|---|---|
| 401 | |
| 276 | 4953 |
| 428 | 4412 |
| 427 | 3785 |
| Other values (781) |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 3.1429884 |
| Min length | 1 |
Characters and Unicode
| Total characters | 307774 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 122 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | 255 |
|---|---|
| 2nd row | V27 |
| 3rd row | 403 |
| 4th row | 250 |
| 5th row | 250 |
Common Values
| Value | Count | Frequency (%) |
| 250 | 11466 | 11.5% |
| 401 | 8241 | 8.3% |
| 276 | 4953 | 5.0% |
| 428 | 4412 | 4.4% |
| 427 | 3785 | 3.8% |
| 414 | 3635 | 3.7% |
| 496 | 2504 | 2.5% |
| 403 | 2277 | 2.3% |
| 272 | 1966 | 2.0% |
| 585 | 1930 | 1.9% |
| Other values (776) | 52755 |
Length
| Value | Count | Frequency (%) |
| 250 | 11466 | 11.7% |
| 401 | 8241 | 8.4% |
| 276 | 4953 | 5.1% |
| 428 | 4412 | 4.5% |
| 427 | 3785 | 3.9% |
| 414 | 3635 | 3.7% |
| 496 | 2504 | 2.6% |
| 403 | 2277 | 2.3% |
| 272 | 1966 | 2.0% |
| 585 | 1930 | 2.0% |
| Other values (776) | 52755 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 50140 | |
| 4 | 48102 | |
| 5 | 40357 | |
| 0 | 39153 | |
| 7 | 25724 | |
| 1 | 24119 | |
| 8 | 23018 | |
| 9 | 16711 | 5.4% |
| 6 | 15899 | 5.2% |
| 3 | 14018 | 4.6% |
| Other values (3) | 10533 | 3.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 297241 | |
| Other Punctuation | 5514 | 1.8% |
| Uppercase Letter | 5019 | 1.6% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 50140 | |
| 4 | 48102 | |
| 5 | 40357 | |
| 0 | 39153 | |
| 7 | 25724 | |
| 1 | 24119 | |
| 8 | 23018 | |
| 9 | 16711 | 5.6% |
| 6 | 15899 | 5.3% |
| 3 | 14018 | 4.7% |
Uppercase Letter
| Value | Count | Frequency (%) |
| V | 3782 | |
| E | 1237 | 24.6% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 5514 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 302755 | |
| Latin | 5019 | 1.6% |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 50140 | |
| 4 | 48102 | |
| 5 | 40357 | |
| 0 | 39153 | |
| 7 | 25724 | |
| 1 | 24119 | |
| 8 | 23018 | |
| 9 | 16711 | 5.5% |
| 6 | 15899 | 5.3% |
| 3 | 14018 | 4.6% |
Latin
| Value | Count | Frequency (%) |
| V | 3782 | |
| E | 1237 | 24.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 307774 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 50140 | |
| 4 | 48102 | |
| 5 | 40357 | |
| 0 | 39153 | |
| 7 | 25724 | |
| 1 | 24119 | |
| 8 | 23018 | |
| 9 | 16711 | 5.4% |
| 6 | 15899 | 5.2% |
| 3 | 14018 | 4.6% |
| Other values (3) | 10533 | 3.4% |
number_diagnoses
Real number (ℝ)
| Distinct | 16 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.4017092 |
| Minimum | 1 |
|---|---|
| Maximum | 16 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.5 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 6 |
| median | 8 |
| Q3 | 9 |
| 95-th percentile | 9 |
| Maximum | 16 |
| Range | 15 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.9410127 |
|---|---|
| Coefficient of variation (CV) | 0.26223844 |
| Kurtosis | -0.12223322 |
| Mean | 7.4017092 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.8614325 |
| Sum | 735308 |
| Variance | 3.7675302 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9 | 47810 | |
| 5 | 11301 | 11.4% |
| 8 | 10359 | 10.4% |
| 7 | 10215 | 10.3% |
| 6 | 9986 | 10.1% |
| 4 | 5499 | 5.5% |
| 3 | 2824 | 2.8% |
| 2 | 1021 | 1.0% |
| 1 | 219 | 0.2% |
| 16 | 42 | < 0.1% |
| Other values (6) | 67 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 219 | 0.2% |
| 2 | 1021 | 1.0% |
| 3 | 2824 | 2.8% |
| 4 | 5499 | 5.5% |
| 5 | 11301 | 11.4% |
| 6 | 9986 | 10.1% |
| 7 | 10215 | 10.3% |
| 8 | 10359 | 10.4% |
| 9 | 47810 | |
| 10 | 16 | < 0.1% |
| Value | Count | Frequency (%) |
| 16 | 42 | < 0.1% |
| 15 | 10 | < 0.1% |
| 14 | 6 | < 0.1% |
| 13 | 16 | < 0.1% |
| 12 | 8 | < 0.1% |
| 11 | 11 | < 0.1% |
| 10 | 16 | < 0.1% |
| 9 | 47810 | |
| 8 | 10359 | 10.4% |
| 7 | 10215 | 10.3% |
max_glu_serum
Categorical
HIGH CORRELATION  MISSING 
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 94191 |
| Missing (%) | 94.8% |
| Memory size | 3.5 MiB |
| Norm | |
|---|---|
| >200 | |
| >300 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 20608 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | >300 |
|---|---|
| 2nd row | >300 |
| 3rd row | Norm |
| 4th row | Norm |
| 5th row | Norm |
Common Values
| Value | Count | Frequency (%) |
| Norm | 2545 | 2.6% |
| >200 | 1419 | 1.4% |
| >300 | 1188 | 1.2% |
| (Missing) | 94191 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| norm | 2545 | |
| 200 | 1419 | |
| 300 | 1188 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 5214 | |
| > | 2607 | |
| N | 2545 | |
| o | 2545 | |
| r | 2545 | |
| m | 2545 | |
| 2 | 1419 | 6.9% |
| 3 | 1188 | 5.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 7821 | |
| Lowercase Letter | 7635 | |
| Math Symbol | 2607 | 12.7% |
| Uppercase Letter | 2545 | 12.3% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 5214 | |
| 2 | 1419 | 18.1% |
| 3 | 1188 | 15.2% |
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 2545 | |
| r | 2545 | |
| m | 2545 |
Math Symbol
| Value | Count | Frequency (%) |
| > | 2607 |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 2545 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 10428 | |
| Latin | 10180 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 5214 | |
| > | 2607 | |
| 2 | 1419 | 13.6% |
| 3 | 1188 | 11.4% |
Latin
| Value | Count | Frequency (%) |
| N | 2545 | |
| o | 2545 | |
| r | 2545 | |
| m | 2545 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 20608 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 5214 | |
| > | 2607 | |
| N | 2545 | |
| o | 2545 | |
| r | 2545 | |
| m | 2545 | |
| 2 | 1419 | 6.9% |
| 3 | 1188 | 5.8% |
A1Cresult
Categorical
HIGH CORRELATION  MISSING 
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 82509 |
| Missing (%) | 83.1% |
| Memory size | 3.5 MiB |
| >8 | |
|---|---|
| Norm | |
| >7 |
Length
| Max length | 4 |
|---|---|
| Median length | 2 |
| Mean length | 2.5847689 |
| Min length | 2 |
Characters and Unicode
| Total characters | 43512 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | >7 |
|---|---|
| 2nd row | >7 |
| 3rd row | >8 |
| 4th row | Norm |
| 5th row | Norm |
Common Values
| Value | Count | Frequency (%) |
| >8 | 8137 | 8.2% |
| Norm | 4922 | 5.0% |
| >7 | 3775 | 3.8% |
| (Missing) | 82509 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 8 | 8137 | |
| norm | 4922 | |
| 7 | 3775 |
Most occurring characters
| Value | Count | Frequency (%) |
| > | 11912 | |
| 8 | 8137 | |
| N | 4922 | |
| o | 4922 | |
| r | 4922 | |
| m | 4922 | |
| 7 | 3775 | 8.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 14766 | |
| Math Symbol | 11912 | |
| Decimal Number | 11912 | |
| Uppercase Letter | 4922 | 11.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 4922 | |
| r | 4922 | |
| m | 4922 |
Decimal Number
| Value | Count | Frequency (%) |
| 8 | 8137 | |
| 7 | 3775 |
Math Symbol
| Value | Count | Frequency (%) |
| > | 11912 |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 4922 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 23824 | |
| Latin | 19688 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| N | 4922 | |
| o | 4922 | |
| r | 4922 | |
| m | 4922 |
Common
| Value | Count | Frequency (%) |
| > | 11912 | |
| 8 | 8137 | |
| 7 | 3775 | 15.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 43512 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| > | 11912 | |
| 8 | 8137 | |
| N | 4922 | |
| o | 4922 | |
| r | 4922 | |
| m | 4922 | |
| 7 | 3775 | 8.7% |
change
Categorical
HIGH CORRELATION 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.9 MiB |
| No | |
|---|---|
| Ch |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 198686 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | Ch |
| 3rd row | No |
| 4th row | Ch |
| 5th row | Ch |
Common Values
| Value | Count | Frequency (%) |
| No | 53221 | |
| Ch | 46122 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 53221 | |
| ch | 46122 |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 53221 | |
| o | 53221 | |
| C | 46122 | |
| h | 46122 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 99343 | |
| Lowercase Letter | 99343 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 53221 | |
| C | 46122 |
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 53221 | |
| h | 46122 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 198686 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| N | 53221 | |
| o | 53221 | |
| C | 46122 | |
| h | 46122 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 198686 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| N | 53221 | |
| o | 53221 | |
| C | 46122 | |
| h | 46122 |
diabetesMed
Categorical
HIGH CORRELATION 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.9 MiB |
| Yes | |
|---|---|
| No |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 2.7722638 |
| Min length | 2 |
Characters and Unicode
| Total characters | 275405 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | Yes |
| 3rd row | Yes |
| 4th row | Yes |
| 5th row | Yes |
Common Values
| Value | Count | Frequency (%) |
| Yes | 76719 | |
| No | 22624 | 22.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| yes | 76719 | |
| no | 22624 | 22.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| Y | 76719 | |
| e | 76719 | |
| s | 76719 | |
| N | 22624 | 8.2% |
| o | 22624 | 8.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 176062 | |
| Uppercase Letter | 99343 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 76719 | |
| s | 76719 | |
| o | 22624 | 12.9% |
Uppercase Letter
| Value | Count | Frequency (%) |
| Y | 76719 | |
| N | 22624 | 22.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 275405 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| Y | 76719 | |
| e | 76719 | |
| s | 76719 | |
| N | 22624 | 8.2% |
| o | 22624 | 8.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 275405 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| Y | 76719 | |
| e | 76719 | |
| s | 76719 | |
| N | 22624 | 8.2% |
| o | 22624 | 8.2% |
readmitted
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.9 MiB |
| NO | |
|---|---|
| >30 | |
| <30 |
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2.4712562 |
| Min length | 2 |
Characters and Unicode
| Total characters | 245502 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | NO |
|---|---|
| 2nd row | >30 |
| 3rd row | NO |
| 4th row | NO |
| 5th row | NO |
Common Values
| Value | Count | Frequency (%) |
| NO | 52527 | |
| >30 | 35502 | |
| <30 | 11314 | 11.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 52527 | |
| 30 | 46816 |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 52527 | |
| O | 52527 | |
| 3 | 46816 | |
| 0 | 46816 | |
| > | 35502 | |
| < | 11314 | 4.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 105054 | |
| Decimal Number | 93632 | |
| Math Symbol | 46816 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 52527 | |
| O | 52527 |
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 46816 | |
| 0 | 46816 |
Math Symbol
| Value | Count | Frequency (%) |
| > | 35502 | |
| < | 11314 | 24.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 140448 | |
| Latin | 105054 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 46816 | |
| 0 | 46816 | |
| > | 35502 | |
| < | 11314 | 8.1% |
Latin
| Value | Count | Frequency (%) |
| N | 52527 | |
| O | 52527 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 245502 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| N | 52527 | |
| O | 52527 | |
| 3 | 46816 | |
| 0 | 46816 | |
| > | 35502 | |
| < | 11314 | 4.6% |
Meglitinides
Categorical
IMBALANCE 
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.9 MiB |
| No | |
|---|---|
| Steady | 2013 |
| Adjusted | 185 |
Length
| Max length | 8 |
|---|---|
| Median length | 2 |
| Mean length | 2.0922259 |
| Min length | 2 |
Characters and Unicode
| Total characters | 207848 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | No |
| 5th row | No |
Common Values
| Value | Count | Frequency (%) |
| No | 97145 | |
| Steady | 2013 | 2.0% |
| Adjusted | 185 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 97145 | |
| steady | 2013 | 2.0% |
| adjusted | 185 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 97145 | |
| o | 97145 | |
| d | 2383 | 1.1% |
| t | 2198 | 1.1% |
| e | 2198 | 1.1% |
| S | 2013 | 1.0% |
| a | 2013 | 1.0% |
| y | 2013 | 1.0% |
| A | 185 | 0.1% |
| j | 185 | 0.1% |
| Other values (2) | 370 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 108505 | |
| Uppercase Letter | 99343 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 97145 | |
| d | 2383 | 2.2% |
| t | 2198 | 2.0% |
| e | 2198 | 2.0% |
| a | 2013 | 1.9% |
| y | 2013 | 1.9% |
| j | 185 | 0.2% |
| u | 185 | 0.2% |
| s | 185 | 0.2% |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 97145 | |
| S | 2013 | 2.0% |
| A | 185 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 207848 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| N | 97145 | |
| o | 97145 | |
| d | 2383 | 1.1% |
| t | 2198 | 1.1% |
| e | 2198 | 1.1% |
| S | 2013 | 1.0% |
| a | 2013 | 1.0% |
| y | 2013 | 1.0% |
| A | 185 | 0.1% |
| j | 185 | 0.1% |
| Other values (2) | 370 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 207848 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| N | 97145 | |
| o | 97145 | |
| d | 2383 | 1.1% |
| t | 2198 | 1.1% |
| e | 2198 | 1.1% |
| S | 2013 | 1.0% |
| a | 2013 | 1.0% |
| y | 2013 | 1.0% |
| A | 185 | 0.1% |
| j | 185 | 0.1% |
| Other values (2) | 370 | 0.2% |
Thiazolidinediones
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.9 MiB |
| No | |
|---|---|
| Steady | 2 |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.0000805 |
| Min length | 2 |
Characters and Unicode
| Total characters | 198694 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | No |
| 5th row | No |
Common Values
| Value | Count | Frequency (%) |
| No | 99341 | |
| Steady | 2 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 99341 | |
| steady | 2 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 99341 | |
| o | 99341 | |
| S | 2 | < 0.1% |
| t | 2 | < 0.1% |
| e | 2 | < 0.1% |
| a | 2 | < 0.1% |
| d | 2 | < 0.1% |
| y | 2 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 99351 | |
| Uppercase Letter | 99343 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 99341 | |
| t | 2 | < 0.1% |
| e | 2 | < 0.1% |
| a | 2 | < 0.1% |
| d | 2 | < 0.1% |
| y | 2 | < 0.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 99341 | |
| S | 2 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 198694 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| N | 99341 | |
| o | 99341 | |
| S | 2 | < 0.1% |
| t | 2 | < 0.1% |
| e | 2 | < 0.1% |
| a | 2 | < 0.1% |
| d | 2 | < 0.1% |
| y | 2 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 198694 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| N | 99341 | |
| o | 99341 | |
| S | 2 | < 0.1% |
| t | 2 | < 0.1% |
| e | 2 | < 0.1% |
| a | 2 | < 0.1% |
| d | 2 | < 0.1% |
| y | 2 | < 0.1% |
Sulfonylureas
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.9 MiB |
| No | |
|---|---|
| Steady | 1 |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.0000403 |
| Min length | 2 |
Characters and Unicode
| Total characters | 198690 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | No |
| 5th row | No |
Common Values
| Value | Count | Frequency (%) |
| No | 99342 | |
| Steady | 1 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 99342 | |
| steady | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 99342 | |
| o | 99342 | |
| S | 1 | < 0.1% |
| t | 1 | < 0.1% |
| e | 1 | < 0.1% |
| a | 1 | < 0.1% |
| d | 1 | < 0.1% |
| y | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 99347 | |
| Uppercase Letter | 99343 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 99342 | |
| t | 1 | < 0.1% |
| e | 1 | < 0.1% |
| a | 1 | < 0.1% |
| d | 1 | < 0.1% |
| y | 1 | < 0.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 99342 | |
| S | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 198690 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| N | 99342 | |
| o | 99342 | |
| S | 1 | < 0.1% |
| t | 1 | < 0.1% |
| e | 1 | < 0.1% |
| a | 1 | < 0.1% |
| d | 1 | < 0.1% |
| y | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 198690 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| N | 99342 | |
| o | 99342 | |
| S | 1 | < 0.1% |
| t | 1 | < 0.1% |
| e | 1 | < 0.1% |
| a | 1 | < 0.1% |
| d | 1 | < 0.1% |
| y | 1 | < 0.1% |
AG_Inhibitors
Categorical
IMBALANCE 
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.9 MiB |
| No | |
|---|---|
| Steady | 944 |
| Adjusted | 42 |
Length
| Max length | 8 |
|---|---|
| Median length | 2 |
| Mean length | 2.0405464 |
| Min length | 2 |
Characters and Unicode
| Total characters | 202714 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | No |
| 5th row | No |
Common Values
| Value | Count | Frequency (%) |
| No | 98357 | |
| Steady | 944 | 1.0% |
| Adjusted | 42 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 98357 | |
| steady | 944 | 1.0% |
| adjusted | 42 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 98357 | |
| o | 98357 | |
| d | 1028 | 0.5% |
| t | 986 | 0.5% |
| e | 986 | 0.5% |
| S | 944 | 0.5% |
| a | 944 | 0.5% |
| y | 944 | 0.5% |
| A | 42 | < 0.1% |
| j | 42 | < 0.1% |
| Other values (2) | 84 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 103371 | |
| Uppercase Letter | 99343 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 98357 | |
| d | 1028 | 1.0% |
| t | 986 | 1.0% |
| e | 986 | 1.0% |
| a | 944 | 0.9% |
| y | 944 | 0.9% |
| j | 42 | < 0.1% |
| u | 42 | < 0.1% |
| s | 42 | < 0.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 98357 | |
| S | 944 | 1.0% |
| A | 42 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 202714 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| N | 98357 | |
| o | 98357 | |
| d | 1028 | 0.5% |
| t | 986 | 0.5% |
| e | 986 | 0.5% |
| S | 944 | 0.5% |
| a | 944 | 0.5% |
| y | 944 | 0.5% |
| A | 42 | < 0.1% |
| j | 42 | < 0.1% |
| Other values (2) | 84 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 202714 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| N | 98357 | |
| o | 98357 | |
| d | 1028 | 0.5% |
| t | 986 | 0.5% |
| e | 986 | 0.5% |
| S | 944 | 0.5% |
| a | 944 | 0.5% |
| y | 944 | 0.5% |
| A | 42 | < 0.1% |
| j | 42 | < 0.1% |
| Other values (2) | 84 | < 0.1% |
Metformin
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.9 MiB |
| No | |
|---|---|
| Steady | 2 |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.0000805 |
| Min length | 2 |
Characters and Unicode
| Total characters | 198694 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | No |
| 5th row | No |
Common Values
| Value | Count | Frequency (%) |
| No | 99341 | |
| Steady | 2 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 99341 | |
| steady | 2 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 99341 | |
| o | 99341 | |
| S | 2 | < 0.1% |
| t | 2 | < 0.1% |
| e | 2 | < 0.1% |
| a | 2 | < 0.1% |
| d | 2 | < 0.1% |
| y | 2 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 99351 | |
| Uppercase Letter | 99343 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 99341 | |
| t | 2 | < 0.1% |
| e | 2 | < 0.1% |
| a | 2 | < 0.1% |
| d | 2 | < 0.1% |
| y | 2 | < 0.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 99341 | |
| S | 2 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 198694 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| N | 99341 | |
| o | 99341 | |
| S | 2 | < 0.1% |
| t | 2 | < 0.1% |
| e | 2 | < 0.1% |
| a | 2 | < 0.1% |
| d | 2 | < 0.1% |
| y | 2 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 198694 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| N | 99341 | |
| o | 99341 | |
| S | 2 | < 0.1% |
| t | 2 | < 0.1% |
| e | 2 | < 0.1% |
| a | 2 | < 0.1% |
| d | 2 | < 0.1% |
| y | 2 | < 0.1% |
Insulin
Categorical
HIGH CORRELATION 
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.9 MiB |
| No | |
|---|---|
| Steady | |
| Adjusted |
Length
| Max length | 8 |
|---|---|
| Median length | 6 |
| Mean length | 4.5934993 |
| Min length | 2 |
Characters and Unicode
| Total characters | 456332 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | Adjusted |
| 3rd row | No |
| 4th row | Adjusted |
| 5th row | Steady |
Common Values
| Value | Count | Frequency (%) |
| No | 46379 | |
| Steady | 30069 | |
| Adjusted | 22895 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 46379 | |
| steady | 30069 | |
| adjusted | 22895 |
Most occurring characters
| Value | Count | Frequency (%) |
| d | 75859 | |
| t | 52964 | |
| e | 52964 | |
| N | 46379 | |
| o | 46379 | |
| S | 30069 | 6.6% |
| a | 30069 | 6.6% |
| y | 30069 | 6.6% |
| A | 22895 | 5.0% |
| j | 22895 | 5.0% |
| Other values (2) | 45790 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 356989 | |
| Uppercase Letter | 99343 | 21.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| d | 75859 | |
| t | 52964 | |
| e | 52964 | |
| o | 46379 | |
| a | 30069 | 8.4% |
| y | 30069 | 8.4% |
| j | 22895 | 6.4% |
| u | 22895 | 6.4% |
| s | 22895 | 6.4% |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 46379 | |
| S | 30069 | |
| A | 22895 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 456332 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| d | 75859 | |
| t | 52964 | |
| e | 52964 | |
| N | 46379 | |
| o | 46379 | |
| S | 30069 | 6.6% |
| a | 30069 | 6.6% |
| y | 30069 | 6.6% |
| A | 22895 | 5.0% |
| j | 22895 | 5.0% |
| Other values (2) | 45790 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 456332 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| d | 75859 | |
| t | 52964 | |
| e | 52964 | |
| N | 46379 | |
| o | 46379 | |
| S | 30069 | 6.6% |
| a | 30069 | 6.6% |
| y | 30069 | 6.6% |
| A | 22895 | 5.0% |
| j | 22895 | 5.0% |
| Other values (2) | 45790 |
Admission_Source
Categorical
HIGH CORRELATION 
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.9 MiB |
| Emerg_Dept | |
|---|---|
| Referral | |
| Missing | |
| Transfer | |
| Other | 16 |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 9.0548705 |
| Min length | 5 |
Characters and Unicode
| Total characters | 899538 |
|---|---|
| Distinct characters | 20 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Referral |
|---|---|
| 2nd row | Emerg_Dept |
| 3rd row | Emerg_Dept |
| 4th row | Emerg_Dept |
| 5th row | Emerg_Dept |
Common Values
| Value | Count | Frequency (%) |
| Emerg_Dept | 55850 | |
| Referral | 30434 | |
| Missing | 6858 | 6.9% |
| Transfer | 6185 | 6.2% |
| Other | 16 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| emerg_dept | 55850 | |
| referral | 30434 | |
| missing | 6858 | 6.9% |
| transfer | 6185 | 6.2% |
| other | 16 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 178769 | |
| r | 129104 | |
| g | 62708 | 7.0% |
| t | 55866 | 6.2% |
| E | 55850 | 6.2% |
| m | 55850 | 6.2% |
| _ | 55850 | 6.2% |
| D | 55850 | 6.2% |
| p | 55850 | 6.2% |
| a | 36619 | 4.1% |
| Other values (10) | 157222 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 688495 | |
| Uppercase Letter | 155193 | 17.3% |
| Connector Punctuation | 55850 | 6.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 178769 | |
| r | 129104 | |
| g | 62708 | 9.1% |
| t | 55866 | 8.1% |
| m | 55850 | 8.1% |
| p | 55850 | 8.1% |
| a | 36619 | 5.3% |
| f | 36619 | 5.3% |
| l | 30434 | 4.4% |
| s | 19901 | 2.9% |
| Other values (3) | 26775 | 3.9% |
Uppercase Letter
| Value | Count | Frequency (%) |
| E | 55850 | |
| D | 55850 | |
| R | 30434 | |
| M | 6858 | 4.4% |
| T | 6185 | 4.0% |
| O | 16 | < 0.1% |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 55850 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 843688 | |
| Common | 55850 | 6.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 178769 | |
| r | 129104 | |
| g | 62708 | 7.4% |
| t | 55866 | 6.6% |
| E | 55850 | 6.6% |
| m | 55850 | 6.6% |
| D | 55850 | 6.6% |
| p | 55850 | 6.6% |
| a | 36619 | 4.3% |
| f | 36619 | 4.3% |
| Other values (9) | 120603 |
Common
| Value | Count | Frequency (%) |
| _ | 55850 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 899538 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 178769 | |
| r | 129104 | |
| g | 62708 | 7.0% |
| t | 55866 | 6.2% |
| E | 55850 | 6.2% |
| m | 55850 | 6.2% |
| _ | 55850 | 6.2% |
| D | 55850 | 6.2% |
| p | 55850 | 6.2% |
| a | 36619 | 4.1% |
| Other values (10) | 157222 |
| time_in_hospital | num_lab_procedures | num_procedures | num_medications | number_outpatient | number_emergency | number_inpatient | number_diagnoses | gender | age | admission_type_id | discharge_disposition_id | max_glu_serum | A1Cresult | change | diabetesMed | readmitted | Meglitinides | Thiazolidinediones | Sulfonylureas | AG_Inhibitors | Metformin | Insulin | Admission_Source | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| time_in_hospital | 1.000 | 0.339 | 0.187 | 0.463 | -0.014 | -0.001 | 0.093 | 0.238 | 0.028 | 0.043 | 0.025 | 0.111 | 0.137 | 0.023 | 0.114 | 0.068 | 0.050 | 0.028 | 0.000 | 0.000 | 0.010 | 0.000 | 0.094 | 0.045 |
| num_lab_procedures | 0.339 | 1.000 | 0.017 | 0.248 | -0.024 | 0.008 | 0.041 | 0.166 | 0.017 | 0.022 | 0.169 | 0.044 | 0.153 | 0.027 | 0.072 | 0.044 | 0.037 | 0.024 | 0.000 | 0.000 | 0.009 | 0.000 | 0.089 | 0.218 |
| num_procedures | 0.187 | 0.017 | 1.000 | 0.349 | -0.024 | -0.047 | -0.064 | 0.063 | 0.046 | 0.065 | 0.139 | 0.054 | 0.034 | 0.024 | 0.027 | 0.032 | 0.035 | 0.000 | 0.006 | 0.000 | 0.000 | 0.006 | 0.026 | 0.127 |
| num_medications | 0.463 | 0.248 | 0.349 | 1.000 | 0.075 | 0.046 | 0.101 | 0.294 | 0.037 | 0.061 | 0.083 | 0.078 | 0.133 | 0.030 | 0.243 | 0.193 | 0.066 | 0.028 | 0.039 | 0.000 | 0.023 | 0.039 | 0.171 | 0.063 |
| number_outpatient | -0.014 | -0.024 | -0.024 | 0.075 | 1.000 | 0.179 | 0.157 | 0.114 | 0.000 | 0.003 | 0.014 | 0.017 | 0.000 | 0.018 | 0.016 | 0.004 | 0.029 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.020 | 0.013 |
| number_emergency | -0.001 | 0.008 | -0.047 | 0.046 | 0.179 | 1.000 | 0.223 | 0.093 | 0.000 | 0.027 | 0.009 | 0.000 | 0.015 | 0.007 | 0.015 | 0.007 | 0.029 | 0.005 | 0.000 | 0.000 | 0.019 | 0.000 | 0.021 | 0.027 |
| number_inpatient | 0.093 | 0.041 | -0.064 | 0.101 | 0.157 | 0.223 | 1.000 | 0.136 | 0.008 | 0.049 | 0.020 | 0.022 | 0.082 | 0.023 | 0.018 | 0.018 | 0.134 | 0.000 | 0.000 | 0.000 | 0.003 | 0.000 | 0.054 | 0.032 |
| number_diagnoses | 0.238 | 0.166 | 0.063 | 0.294 | 0.114 | 0.093 | 0.136 | 1.000 | 0.000 | 0.130 | 0.080 | 0.076 | 0.052 | 0.112 | 0.058 | 0.032 | 0.090 | 0.032 | 0.000 | 0.004 | 0.010 | 0.000 | 0.095 | 0.122 |
| gender | 0.028 | 0.017 | 0.046 | 0.037 | 0.000 | 0.000 | 0.008 | 0.000 | 1.000 | 0.079 | 0.012 | 0.066 | 0.000 | 0.032 | 0.015 | 0.016 | 0.012 | 0.001 | 0.002 | 0.000 | 0.000 | 0.002 | 0.001 | 0.015 |
| age | 0.043 | 0.022 | 0.065 | 0.061 | 0.003 | 0.027 | 0.049 | 0.130 | 0.079 | 1.000 | 0.045 | 0.126 | 0.141 | 0.183 | 0.054 | 0.041 | 0.043 | 0.038 | 0.000 | 0.000 | 0.014 | 0.000 | 0.084 | 0.051 |
| admission_type_id | 0.025 | 0.169 | 0.139 | 0.083 | 0.014 | 0.009 | 0.020 | 0.080 | 0.012 | 0.045 | 1.000 | 0.076 | 0.126 | 0.063 | 0.029 | 0.018 | 0.045 | 0.041 | 0.000 | 0.000 | 0.013 | 0.000 | 0.044 | 0.504 |
| discharge_disposition_id | 0.111 | 0.044 | 0.054 | 0.078 | 0.017 | 0.000 | 0.022 | 0.076 | 0.066 | 0.126 | 0.076 | 1.000 | 0.049 | 0.084 | 0.093 | 0.075 | 0.091 | 0.025 | 0.000 | 0.000 | 0.004 | 0.000 | 0.102 | 0.082 |
| max_glu_serum | 0.137 | 0.153 | 0.034 | 0.133 | 0.000 | 0.015 | 0.082 | 0.052 | 0.000 | 0.141 | 0.126 | 0.049 | 1.000 | 0.365 | 0.249 | 0.190 | 0.068 | 0.025 | 1.000 | 1.000 | 0.019 | 1.000 | 0.220 | 0.151 |
| A1Cresult | 0.023 | 0.027 | 0.024 | 0.030 | 0.018 | 0.007 | 0.023 | 0.112 | 0.032 | 0.183 | 0.063 | 0.084 | 0.365 | 1.000 | 0.188 | 0.183 | 0.019 | 0.027 | 0.000 | 1.000 | 0.000 | 0.000 | 0.153 | 0.041 |
| change | 0.114 | 0.072 | 0.027 | 0.243 | 0.016 | 0.015 | 0.018 | 0.058 | 0.015 | 0.054 | 0.029 | 0.093 | 0.249 | 0.188 | 1.000 | 0.505 | 0.043 | 0.095 | 0.000 | 0.000 | 0.071 | 0.000 | 0.638 | 0.042 |
| diabetesMed | 0.068 | 0.044 | 0.032 | 0.193 | 0.004 | 0.007 | 0.018 | 0.032 | 0.016 | 0.041 | 0.018 | 0.075 | 0.190 | 0.183 | 0.505 | 1.000 | 0.058 | 0.082 | 0.000 | 0.000 | 0.054 | 0.000 | 0.580 | 0.005 |
| readmitted | 0.050 | 0.037 | 0.035 | 0.066 | 0.029 | 0.029 | 0.134 | 0.090 | 0.012 | 0.043 | 0.045 | 0.091 | 0.068 | 0.019 | 0.043 | 0.058 | 1.000 | 0.014 | 0.000 | 0.000 | 0.009 | 0.000 | 0.052 | 0.075 |
| Meglitinides | 0.028 | 0.024 | 0.000 | 0.028 | 0.000 | 0.005 | 0.000 | 0.032 | 0.001 | 0.038 | 0.041 | 0.025 | 0.025 | 0.027 | 0.095 | 0.082 | 0.014 | 1.000 | 0.000 | 0.000 | 0.388 | 0.000 | 0.017 | 0.028 |
| Thiazolidinediones | 0.000 | 0.000 | 0.006 | 0.039 | 0.000 | 0.000 | 0.000 | 0.000 | 0.002 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.750 | 0.000 | 0.000 |
| Sulfonylureas | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.004 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.002 | 0.000 |
| AG_Inhibitors | 0.010 | 0.009 | 0.000 | 0.023 | 0.000 | 0.019 | 0.003 | 0.010 | 0.000 | 0.014 | 0.013 | 0.004 | 0.019 | 0.000 | 0.071 | 0.054 | 0.009 | 0.388 | 0.000 | 0.000 | 1.000 | 0.000 | 0.005 | 0.012 |
| Metformin | 0.000 | 0.000 | 0.006 | 0.039 | 0.000 | 0.000 | 0.000 | 0.000 | 0.002 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.750 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 |
| Insulin | 0.094 | 0.089 | 0.026 | 0.171 | 0.020 | 0.021 | 0.054 | 0.095 | 0.001 | 0.084 | 0.044 | 0.102 | 0.220 | 0.153 | 0.638 | 0.580 | 0.052 | 0.017 | 0.000 | 0.002 | 0.005 | 0.000 | 1.000 | 0.061 |
| Admission_Source | 0.045 | 0.218 | 0.127 | 0.063 | 0.013 | 0.027 | 0.032 | 0.122 | 0.015 | 0.051 | 0.504 | 0.082 | 0.151 | 0.041 | 0.042 | 0.005 | 0.075 | 0.028 | 0.000 | 0.000 | 0.012 | 0.000 | 0.061 | 1.000 |
| gender | age | admission_type_id | discharge_disposition_id | time_in_hospital | num_lab_procedures | num_procedures | num_medications | number_outpatient | number_emergency | number_inpatient | diag_1 | diag_2 | diag_3 | number_diagnoses | max_glu_serum | A1Cresult | change | diabetesMed | readmitted | Meglitinides | Thiazolidinediones | Sulfonylureas | AG_Inhibitors | Metformin | Insulin | Admission_Source | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Female | [0-10) | Missing | 999 | 1 | 41 | 0 | 1 | 0 | 0 | 0 | 250.83 | NaN | NaN | 1 | NaN | NaN | No | No | NO | No | No | No | No | No | No | Referral |
| 1 | Female | [10-20) | Emergency | 1 | 3 | 59 | 0 | 18 | 0 | 0 | 0 | 276 | 250.01 | 255 | 9 | NaN | NaN | Ch | Yes | >30 | No | No | No | No | No | Adjusted | Emerg_Dept |
| 2 | Female | [20-30) | Emergency | 1 | 2 | 11 | 5 | 13 | 2 | 0 | 1 | 648 | 250 | V27 | 6 | NaN | NaN | No | Yes | NO | No | No | No | No | No | No | Emerg_Dept |
| 3 | Male | [30-40) | Emergency | 1 | 2 | 44 | 1 | 16 | 0 | 0 | 0 | 8 | 250.43 | 403 | 7 | NaN | NaN | Ch | Yes | NO | No | No | No | No | No | Adjusted | Emerg_Dept |
| 4 | Male | [40-50) | Emergency | 1 | 1 | 51 | 0 | 8 | 0 | 0 | 0 | 197 | 157 | 250 | 5 | NaN | NaN | Ch | Yes | NO | No | No | No | No | No | Steady | Emerg_Dept |
| 5 | Male | [50-60) | Urgent | 1 | 3 | 31 | 6 | 16 | 0 | 0 | 0 | 414 | 411 | 250 | 9 | NaN | NaN | No | Yes | >30 | No | No | No | No | No | Steady | Referral |
| 6 | Male | [60-70) | Elective | 1 | 4 | 70 | 1 | 21 | 0 | 0 | 0 | 414 | 411 | V45 | 7 | NaN | NaN | Ch | Yes | NO | No | No | No | No | No | Steady | Referral |
| 7 | Male | [70-80) | Emergency | 1 | 5 | 73 | 0 | 12 | 0 | 0 | 0 | 428 | 492 | 250 | 8 | NaN | NaN | No | Yes | >30 | No | No | No | No | No | No | Emerg_Dept |
| 8 | Female | [80-90) | Urgent | 1 | 13 | 68 | 2 | 28 | 0 | 0 | 0 | 398 | 427 | 38 | 8 | NaN | NaN | Ch | Yes | NO | No | No | No | No | No | Steady | Transfer |
| 9 | Female | [90-100) | Elective | 3 | 12 | 33 | 3 | 18 | 0 | 0 | 0 | 434 | 198 | 486 | 8 | NaN | NaN | Ch | Yes | NO | No | No | No | No | No | Steady | Transfer |
| gender | age | admission_type_id | discharge_disposition_id | time_in_hospital | num_lab_procedures | num_procedures | num_medications | number_outpatient | number_emergency | number_inpatient | diag_1 | diag_2 | diag_3 | number_diagnoses | max_glu_serum | A1Cresult | change | diabetesMed | readmitted | Meglitinides | Thiazolidinediones | Sulfonylureas | AG_Inhibitors | Metformin | Insulin | Admission_Source | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101756 | Female | [60-70) | Emergency | 1 | 2 | 46 | 6 | 17 | 1 | 1 | 1 | 996 | 585 | 403 | 9 | NaN | NaN | No | Yes | >30 | No | No | No | No | No | Steady | Emerg_Dept |
| 101757 | Female | [70-80) | Emergency | 1 | 5 | 21 | 1 | 16 | 0 | 0 | 1 | 491 | 518 | 511 | 9 | NaN | NaN | No | Yes | NO | No | No | No | No | No | Steady | Emerg_Dept |
| 101758 | Female | [80-90) | Emergency | 1 | 5 | 76 | 1 | 22 | 0 | 1 | 0 | 292 | 8 | 304 | 9 | NaN | NaN | Ch | Yes | NO | No | No | No | No | No | Adjusted | Emerg_Dept |
| 101759 | Male | [80-90) | Emergency | 1 | 1 | 1 | 0 | 15 | 3 | 0 | 0 | 435 | 784 | 250 | 7 | NaN | NaN | Ch | Yes | NO | No | No | No | No | No | Adjusted | Emerg_Dept |
| 101760 | Female | [60-70) | Emergency | 1 | 6 | 45 | 1 | 25 | 3 | 1 | 2 | 345 | 438 | 412 | 9 | NaN | NaN | Ch | Yes | >30 | No | No | No | No | No | Adjusted | Emerg_Dept |
| 101761 | Male | [70-80) | Emergency | 3 | 3 | 51 | 0 | 16 | 0 | 0 | 0 | 250.13 | 291 | 458 | 9 | NaN | >8 | Ch | Yes | >30 | No | No | No | No | No | Adjusted | Emerg_Dept |
| 101762 | Female | [80-90) | Emergency | 4 | 5 | 33 | 3 | 18 | 0 | 0 | 1 | 560 | 276 | 787 | 9 | NaN | NaN | No | Yes | NO | No | No | No | No | No | Steady | Transfer |
| 101763 | Male | [70-80) | Emergency | 1 | 1 | 53 | 0 | 9 | 1 | 0 | 0 | 38 | 590 | 296 | 13 | NaN | NaN | Ch | Yes | NO | No | No | No | No | No | Adjusted | Emerg_Dept |
| 101764 | Female | [80-90) | Urgent | 3 | 10 | 45 | 2 | 21 | 0 | 0 | 1 | 996 | 285 | 998 | 9 | NaN | NaN | Ch | Yes | NO | No | No | No | No | No | Adjusted | Emerg_Dept |
| 101765 | Male | [70-80) | Emergency | 1 | 6 | 13 | 3 | 3 | 0 | 0 | 0 | 530 | 530 | 787 | 9 | NaN | NaN | No | No | NO | No | No | No | No | No | No | Emerg_Dept |